AmirhosseinHonardoust/Machine-Learning-Warning-Systems

A long-form article and practical framework for designing machine learning systems that warn instead of decide. Covers regimes vs decimals, levers over labels, reversible alerts, anti-coercion UI patterns, auditability, and the “Warning Card” template, so ML preserves human agency while staying useful under uncertainty.

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MIT

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Dec 20, 2025

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